{
 "metadata": {
  "name": "Problem Set 1"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_temp = numpy.genfromtxt(\"q1x.dat\")\n",
      "X      = numpy.hstack( ( numpy.ones_like( X_temp[:,0,numpy.newaxis] ), X_temp) )\n",
      "Y      = numpy.genfromtxt(\"q1y.dat\")\n",
      "\n",
      "\n",
      "\n",
      "theta                = numpy.array( [ 0.0, 0.0, 0.0 ] )\n",
      "Z                    = numpy.dot( X, theta )\n",
      "l_gradient_wrt_theta = numpy.zeros_like( theta )\n",
      "l_hessian_wrt_theta  = numpy.zeros( (theta.shape[0], theta.shape[0]) )\n",
      "\n",
      "\n",
      "\n",
      "num_iterations = 10\n",
      "\n",
      "for n in range(num_iterations):\n",
      "    \n",
      "    l_gradient_wrt_theta = numpy.zeros_like( theta )\n",
      "    l_hessian_wrt_theta  = numpy.zeros( (theta.shape[0], theta.shape[0]) )\n",
      "    \n",
      "    Z = numpy.dot( X, theta )\n",
      "\n",
      "    for j in range( theta.shape[0] ):\n",
      "        l_gradient_wrt_theta[j] = \\\n",
      "            numpy.sum( ( Y[:] - ( 1.0 / ( 1.0 + math.e ** ( - Z[:] ) ) ) ) * X[:,j] )\n",
      "    \n",
      "    for j in range( theta.shape[0] ):\n",
      "        for k in range( theta.shape[0] ):\n",
      "            l_hessian_wrt_theta[j,k] = \\\n",
      "                - numpy.sum(\n",
      "                    X[:,j] * X[:,k] * ( 1.0 / ( 1.0 + math.e ** ( - Z[:] ) ) )**2\n",
      "                    * math.e ** ( - Z[:] ) )\n",
      "\n",
      "    theta = theta - numpy.dot( numpy.linalg.inv( l_hessian_wrt_theta ), l_gradient_wrt_theta )\n",
      "    print theta\n",
      "\n",
      "    \n",
      "    \n",
      "x1_min = numpy.min( X[:,1] )\n",
      "x1_max = numpy.max( X[:,1] )\n",
      "x2_min = numpy.min( X[:,2] )\n",
      "x2_max = numpy.max( X[:,2] )\n",
      "\n",
      "X1_domain = arange( int(floor(x1_min))-1, int(ceil(x1_max))+2, 0.1 )\n",
      "X2_domain = arange( int(floor(x2_min))-1, int(ceil(x2_max))+2, 0.1 )\n",
      "\n",
      "x_where_y_equals_0 = numpy.array( [ xy[0] for xy in zip(X,Y) if xy[1] == 0 ] )\n",
      "x_where_y_equals_1 = numpy.array( [ xy[0] for xy in zip(X,Y) if xy[1] == 1 ] )\n",
      "\n",
      "x1_where_y_equals_0 = x_where_y_equals_0[:,1]\n",
      "x2_where_y_equals_0 = x_where_y_equals_0[:,2]\n",
      "\n",
      "x1_where_y_equals_1 = x_where_y_equals_1[:,1]\n",
      "x2_where_y_equals_1 = x_where_y_equals_1[:,2]\n",
      "\n",
      "[X1, X2] = numpy.meshgrid(X1_domain, X2_domain)\n",
      "\n",
      "hypothesis = 1.0 / ( 1.0 + math.e ** ( - ( (theta[0]*1) + (theta[1]*X1) + (theta[2]*X2) ) ) )\n",
      "\n",
      "\n",
      "\n",
      "matplotlib.rc('text', usetex=True)\n",
      "matplotlib.rc('font', family='serif')\n",
      "\n",
      "figsize(10,10)\n",
      "matplotlib.pyplot.imshow(\n",
      "    hypothesis,\n",
      "    origin=\"lower\",\n",
      "    extent=(X1_domain[0],X1_domain[-1],X2_domain[0],X2_domain[-1]), cmap=\"gray\" );\n",
      "matplotlib.pyplot.colorbar();\n",
      "cs = matplotlib.pyplot.contour(X1, X2, hypothesis, [0.5], colors=\"yellow\", linewidths=2);\n",
      "matplotlib.pyplot.clabel( cs, [0.5], inline=True, fmt=r\"$h_{\\theta}(x) = %r$ %%\", fontsize=24 );\n",
      "matplotlib.pyplot.plot(x1_where_y_equals_0, x2_where_y_equals_0, \"o\", c=[1,0,0], markersize=10);\n",
      "matplotlib.pyplot.plot(x1_where_y_equals_1, x2_where_y_equals_1, \"o\", c=[0,0,1], markersize=10);\n",
      "matplotlib.pyplot.xlabel(\"$x_1$\",fontsize=24);\n",
      "matplotlib.pyplot.ylabel(\"$x_2$\",fontsize=24);\n",
      "matplotlib.pyplot.legend( ( \"$y=0$\", \"$y=1$\" ), numpoints=1 );\n",
      "matplotlib.pyplot.savefig(\"mike_roberts_problem_set_1_figure_1.pdf\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "[-1.50983811  0.43509696  0.62161752]\n",
        "[-2.21834632  0.64372727  0.95944716]\n",
        "[-2.55431051  0.74137714  1.13493588]\n",
        "[-2.61847133  0.75979248  1.1707512 ]\n",
        "[-2.62050954  0.76037096  1.17194549]\n",
        "[-2.6205116   0.76037154  1.17194674]\n",
        "[-2.6205116   0.76037154  1.17194674]\n",
        "[-2.6205116   0.76037154  1.17194674]\n",
        "[-2.6205116   0.76037154  1.17194674]\n",
        "[-2.6205116   0.76037154  1.17194674]\n"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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Mv469qoyX5XXr8JOo8OPkaIIgiMFKYAWOhUjoqEQOay9L67RJNaGY54/WzfGfPy/wY5sI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\n"
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_temp = numpy.genfromtxt(\"q2x.dat\")\n",
      "X      = numpy.hstack( ( numpy.ones_like( X_temp[:,numpy.newaxis] ), X_temp[:,numpy.newaxis] ) )\n",
      "y      = numpy.genfromtxt(\"q2y.dat\")\n",
      "\n",
      "\n",
      "\n",
      "x_min = numpy.min( X[:,1] )\n",
      "x_max = numpy.max( X[:,1] )\n",
      "y_min = numpy.min( y )\n",
      "y_max = numpy.max( y )\n",
      "\n",
      "x_extent = arange( int(floor(x_min))-0.5, int(ceil(x_max))+0.5, 0.1 )\n",
      "y_extent = arange( int(floor(y_min))-0.5, int(ceil(y_max))+0.5, 0.1 )\n",
      "\n",
      "bandwidths = [ 0.1, 0.3, 0.8, 2, 10 ]\n",
      "colors     = [ matplotlib.cm.jet(i) for i in linspace( 0, 1, len(bandwidths) + 1, endpoint=True ) ]\n",
      "\n",
      "\n",
      "\n",
      "matplotlib.rc('text', usetex=True)\n",
      "matplotlib.rc('font', family='serif')\n",
      "figsize(10,10)\n",
      "matplotlib.pyplot.xlim(x_extent[0],x_extent[-1])\n",
      "matplotlib.pyplot.ylim(y_extent[0],y_extent[-1])\n",
      "matplotlib.pyplot.plot(X[:,1], y, \"o\", c=[0,0,0], markersize=10);\n",
      "\n",
      "\n",
      "\n",
      "for b,c in zip( bandwidths, colors[:len(colors)-1] ):\n",
      "\n",
      "    hypothesis       = numpy.zeros_like( x_extent )\n",
      "    hypothesis_index = 0\n",
      "\n",
      "    for x in x_extent:\n",
      "    \n",
      "        weights     = math.e**( ( - ( ( x - X[:,1] )**2.0 ) ) / ( 2.0 * (b**2.0) ) )\n",
      "        W           = numpy.diag( weights )\n",
      "        XT          = numpy.transpose( X )\n",
      "        XTW         = numpy.dot( XT, W )\n",
      "        XTWX        = numpy.dot( XTW, X )\n",
      "        XTWXinv     = numpy.linalg.inv( XTWX )\n",
      "        XTWy        = numpy.dot( XTW, y )\n",
      "        XTWXinvXTWy = numpy.dot( XTWXinv, XTWy )\n",
      "        theta       = XTWXinvXTWy\n",
      "       \n",
      "        hypothesis[ hypothesis_index ] = theta[0] + theta[1]*x\n",
      "        hypothesis_index               = hypothesis_index + 1\n",
      "    \n",
      "    matplotlib.pyplot.plot(x_extent, hypothesis, c=c, linewidth=3, label=r\"$\\tau = %0.1f$\" % b );\n",
      "\n",
      "    \n",
      "\n",
      "XT         = numpy.transpose( X )\n",
      "XTX        = numpy.dot( XT, X )\n",
      "XTXinv     = numpy.linalg.inv( XTX )\n",
      "XTXinvXT   = numpy.dot( XTXinv, XT )\n",
      "XTXinvXTy  = numpy.dot( XTXinvXT, y )\n",
      "theta      = XTXinvXTy\n",
      "x          = x_extent\n",
      "hypothesis = theta[0] + theta[1]*x\n",
      "\n",
      "matplotlib.pyplot.plot(x_extent, hypothesis, c=colors[-1], linewidth=3, label=r\"$\\tau = \\infty$\");\n",
      "matplotlib.pyplot.legend(loc=2);\n",
      "matplotlib.pyplot.savefig(\"mike_roberts_problem_set_1_figure_2.pdf\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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+n/dw0ac/nybDpVrydgJ94e7RcMtQMGjOcO/tHwJm+vXvwLZdj5N2Ejb/Aj+k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\nERERaXmtNjQ1bA/gbhBZW5uPzZZt7jd1OZW6GqGkp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     ],
     "prompt_number": 2
    }
   ],
   "metadata": {}
  }
 ]
}